{"id":"W4416926475","doi":"10.36939/cjur/vol33no--/art430","title":"The housing assessment resource tools: Charting the course for data-driven housing in Canada","year":2025,"lang":"","type":"article","venue":"Canadian journal of urban research","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Course (navigation); Resource (disambiguation); Life course approach; Short course","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003824384,0.0003630212,0.0003301354,0.005252452,0.002967817,0.004413865,0.001530668,0.0004329958,0.009876768],"category_scores_gemma":[0.01350439,0.0004110497,0.0004342752,0.008268407,0.0006966554,0.00169798,0.002010922,0.0009810663,0.00159199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06237522,"about_ca_system_score_gemma":0.1679902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9934027,"about_ca_topic_score_gemma":0.9963402,"domain_scores_codex":[0.9972355,0.0003489832,0.0001639832,0.0001873661,0.001466919,0.0005973252],"domain_scores_gemma":[0.9864994,0.000753536,0.0004653666,0.0004764124,0.01004816,0.001757102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002264233,0.0002531407,0.1789507,0.0004043065,0.00005292335,0.0002025342,0.004060666,0.01641764,0.001148909,0.05329351,0.4078772,0.337112],"study_design_scores_gemma":[0.00005721815,0.00007369924,0.5078112,0.0004893705,0.00003726041,0.00005552224,0.007441103,0.0591406,0.001965557,0.005830046,0.4169487,0.0001495881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.3762165,0.002370692,0.06630091,0.01706302,0.0005623816,0.004859334,0.1906229,0.005596135,0.3364081],"genre_scores_gemma":[0.7159861,0.001331358,0.1439833,0.000731077,0.00005800222,0.001348333,0.05371367,0.001105746,0.08174252],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06237522,"threshold_uncertainty_score":0.452566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1363296891906942,"score_gpt":0.3368190552423446,"score_spread":0.2004893660516504,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}